{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## C Integration Examples\n",
    "\n",
    "Notes:\n",
    "\n",
    "- SwiftSox package requires sox to be installed: `sudo apt install libsox-dev libsox-fmt-all sox`\n",
    "- SwiftVips package requires vips to be installed: see `SwiftVips/install.sh` for steps"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Installing packages:\n",
      "\t.package(path: \"/home/jhoward/git/fastai_docs/dev_swift/SwiftVips\")\n",
      "\t\tSwiftVips\n",
      "\t.package(path: \"/home/jhoward/git/fastai_docs/dev_swift/SwiftSox\")\n",
      "\t\tSwiftSox\n",
      "\t.package(path: \"/home/jhoward/git/fastai_docs/dev_swift/FastaiNotebook_08_data_block\")\n",
      "\t\tFastaiNotebook_08_data_block\n",
      "With SwiftPM flags: []\n",
      "Working in: /tmp/tmpbgmplts5/swift-install\n",
      "/home/jhoward/swift/usr/bin/swift-build: /home/jhoward/anaconda3/lib/libuuid.so.1: no version information available (required by /home/jhoward/swift/usr/lib/swift/linux/libFoundation.so)\n",
      "/home/jhoward/swift/usr/bin/swift-build: /home/jhoward/anaconda3/lib/libcurl.so.4: no version information available (required by /home/jhoward/swift/usr/lib/swift/linux/libFoundation.so)\n",
      "Updating https://github.com/latenitesoft/NotebookExport\n",
      "Updating https://github.com/JustHTTP/Just\n",
      "Updating https://github.com/mxcl/Path.swift\n",
      "Completed resolution in 4.94s\n",
      "/home/jhoward/swift/usr/bin/swiftc: /home/jhoward/anaconda3/lib/libuuid.so.1: no version information available (required by /home/jhoward/swift/usr/bin/swiftc)\n",
      "Compile Swift Module 'jupyterInstalledPackages' (1 sources)\n",
      "/home/jhoward/swift/usr/bin/swiftc: /home/jhoward/anaconda3/lib/libuuid.so.1: no version information available (required by /home/jhoward/swift/usr/bin/swiftc)\n",
      "\n",
      "/home/jhoward/swift/usr/bin/swift: /home/jhoward/anaconda3/lib/libuuid.so.1: no version information available (required by /home/jhoward/swift/usr/bin/swift)\n",
      "\n",
      "/home/jhoward/swift/usr/bin/swift: /home/jhoward/anaconda3/lib/libuuid.so.1: no version information available (required by /home/jhoward/swift/usr/bin/swift)\n",
      "\n",
      "Linking ./.build/x86_64-unknown-linux/debug/libjupyterInstalledPackages.so\n",
      "/home/jhoward/swift/usr/bin/swiftc: /home/jhoward/anaconda3/lib/libuuid.so.1: no version information available (required by /home/jhoward/swift/usr/bin/swiftc)\n",
      "\n",
      "/home/jhoward/swift/usr/bin/swift-autolink-extract: /home/jhoward/anaconda3/lib/libuuid.so.1: no version information available (required by /home/jhoward/swift/usr/bin/swift-autolink-extract)\n",
      "\n",
      "Initializing Swift...\n",
      "Installation complete!\n"
     ]
    }
   ],
   "source": [
    "%install-extra-include-command pkg-config --cflags vips\n",
    "%install-location $cwd/swift-install\n",
    "%install '.package(path: \"$cwd/SwiftVips\")' SwiftVips\n",
    "%install '.package(path: \"$cwd/SwiftSox\")' SwiftSox\n",
    "%install '.package(path: \"$cwd/FastaiNotebook_08_data_block\")' FastaiNotebook_08_data_block"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import Foundation\n",
    "import Path\n",
    "import FastaiNotebook_08_data_block"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sox"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sox"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "public func InitSox() {\n",
    "  if sox_format_init() != SOX_SUCCESS.rawValue { fatalError(\"Can not init SOX!\") }\n",
    "}\n",
    "\n",
    "public func ReadSoxAudio(_ name:String)->UnsafeMutablePointer<sox_format_t> {\n",
    "  return sox_open_read(name, nil, nil, nil)\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "InitSox()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "let fd = ReadSoxAudio(\"SwiftSox/sounds/chris.mp3\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "let sig = fd.pointee.signal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "▿ 4 elements\n",
       "  - .0 : 44100.0\n",
       "  - .1 : 16\n",
       "  - .2 : 1\n",
       "  - .3 : 58741\n"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(sig.rate,sig.precision,sig.channels,sig.length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "var samples = [Int32](repeating: 0, count: numericCast(sig.length))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "57600\n"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sox_read(fd, &samples, numericCast(sig.length))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import Python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "('inline', 'module://ipykernel.pylab.backend_inline')\n"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%include \"EnableIPythonDisplay.swift\"\n",
    "let plt = Python.import(\"matplotlib.pyplot\")\n",
    "let np = Python.import(\"numpy\")\n",
    "let display = Python.import(\"IPython.display\")\n",
    "IPythonDisplay.shell.enable_matplotlib(\"inline\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "let t = samples.makeNumpyArray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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TAdwL4CPO+UQAH2mfA8BlACZq/xYDeBxQRTeABwDMBzAPwAO68Nb2WWx63qXa9pTOQRAEQRDEsUG3cGTaJThtUlo56v5QGBlJVtT7aya98W9r8PrWozjSPnj54qFIBKKgCvVQGjnq3YGonzydhU1IiS4Wjrdfnzi2pC3UOecNnPMt2sduAHsAlAG4BsBSbbelAK7VPr4GwDNcZR2AHMZYKYBLACznnLdzzjsALAdwqfZYFud8LeecA3imx7FSOQdBEARBEMcAn1YRdloluGzi8bO+SIkr6rqIP9rp73OfZPj7yoOovPdtBEJhhCMcksBgERiUNKwvZruLvtAZCHI4ehyqqI8sBtWjzhirBDALwHoAxZzzBkAV8wCKtN3KANSanlanbUu0vS7OdgzgHARBEARBmHh3RwMu+v3KtK0hukC0SULaqS8BJWJ4wPvDJgmQw5GYiEIzVi055mhHekL9iVXVAIA2rwwlwiEKDJIopNcEahLVvnSsL6aK+vFurCWOLYMm1BljLgCvAriLc96daNc42/gAtie8nGSewxhbzBjbxBjb1NLS0s8hCYIgCGLk8b0XtuJAswdN7mBaxzGEukWAyxbNUf+sqhXLdzeldKyAHIY9iWhGQLW+ALE+bTNWUT1OS5pfn0U7Tqs7iHCYQxIEWESWVjxjyHTNoUFKfaGK+shiUIQ6Y8wCVaT/i3P+mra5SbebaP83a9vrAFSYnl4OoL6f7eVxtg/kHDFwzp/gnM/lnM8tLCxM/gsmCIIgiBGCLjQbuwJpHSdgZJ+LcNokBJUIlHAEty1Zj288sym1YylhZFiTt74A8QVqJMKNSnVzmkJd0nLTW9xBo6Iupml9MV+znh7jDoRQm6KfPkRCfcQyGKkvDMBTAPZwzn9vemgZAD255XYAb5q2f0VLZlkAoEuzrbwP4GLGWK7WRHoxgPe1x9yMsQXaub7S41ipnIMgCIIgCBNMuwfd1J2eUNcFot0ioMBlAwDUmewmT2rWkWQIhMJGTnl/2Ayh3tvy4ZEV6AXvZnd6Xx/XjuMJKghHIpBEBkkQ0momjVdRv+Yvn+Hs365I6Ti6hSbDkvqU1oFOkJWVCDgfnGhKom8Go6J+JoAvA7iAMbZN+3c5gF8DuIgxdgDARdrnAPAOgGoAVQCeBPBfAMA5bwfwEICN2r+fa9sA4NsAlmjPOQjgXW17SucgCIIgCCIW3RrS4ZPTOk7QVFE/rSIHALBkdVSc//KdPUkfK5V4Rr2iHq+htMsXTVVJ1/qiC2A5HDEq6hYxvYp6PKFe3eoFgJREsG59cdkl4/vQ4g7i7e0NCY/zWVUrpj3wPlbtT83+6w0qmHz/u/hVCt9TYmBI6R6Ac74a8T3hALAozv4cwHf6ONbTAJ6Os30TgGlxtreleg6CIAiCIKJYtIFBXWmOng+YPOoVeVmozHdgTVVbzD6cczDW/7RRfwqpL7YE1pdOTai7bFLa1hdd8IbCESP1RRKFtHLUY4V67HG8chguW3IyTV+kZNok4+P//vfnWLW/Ba//1xmYNTo37vP03oFP9rXgnEnJW4CrW7yIcODJT2vw/66YmvTziNShyaQEQRAEcRKjaNYNc/V5IJgr6gAwuSTLqA5X5GUA6Lvhsyd+OXmPun6+YCiOUPerdwkmFbvQ7A6mldAS0YS6rEQr6pLA0msCNaW19DyOO5D890N/bqZdMhYs+h2Ew219+911u1NDV2qJOAO1yxCpQ0KdIAiCIE5SlHAEAU3gpltRN3vUAaA4y2Y8NibPCSC5YTzhCIcnqCDTbknqvHpFPd4ioENbfJw9sRCyEsHqqtakjhkPvXCuV9QtogBpMFNferw23f7kxbD+urpMQr3AZQWAhI2ptR3qY40p9icMpVDnnGPZ5/Uxw6JGMiTUCYIgCOIkxStHGzA7B6mirnvec51W47Echyq6kxHqXi2lJcuenO3DsL6EejeT6lXlL5xegVyHBa9uOZrUMeMRMawv3FRRF9KsqEefq0R4TMU/FSGqX4PLJvVqqk00kfWIVm1vSjHxxxMcOpH8eV0Xvv/CVvz8P7uH7BqOJyTUCYIgCOIkxTyUaDAq6jZJMDzoWaaKeJ4m2pOxvugTOjOTFOrWBBX1ZncAVlHAqGw7Zo/Oxb7GRGNeEqMPVJKViJr6ojWTDpZHXQ5HDJ8/0H/VOhAKG5GaRkXdZjEq6npcZl9CvcsXQndAgSQwtHlTayT2BIduqNKOo10AgOoWz5Bdw/GEhDpBEARBnGT8e1MtPtrTNKhCPdCjAdQstHMdmlBPoqKue7NdtmStL/E96ofbvPj7ymqUZNvBGENFngMNnQOPaNQXAnI4AiU8ODnqZqGuhDn8pjsc/U12XfzsZix4+CNwziFr15Bpl4zYRL8m1PtqotUF/Kll2QgqEUPYJ4MnEL224x3R2KWlE7kDJ4dPnoQ6QRAEQZxEBEJh/OiV7bhz6SajapvntA5aRV0nKyNORT0Joe5JsaJus8SvqH+yT40c/N4FE4xrcAeVpK6hJ+EIN1JZQoqe+iLAIqaXoy6HY5tJzWK5P6GuRyr65HA09UV7zVThrW5r8/Qj1EdlAUhN+JqvLRCnifdYol9nY1fgpMhxJ6FOEARBECcR1S1e42OvZmEoy8lAZ7o56kokpqJutr7ofvVkhvGkbH0R4w882l3fjTynFTfOKY+5hoF8neZj682keurLYFXU5XAk5jzJ2kvavXKMR10/li76uwPxFyd60svkkkxtv+QXamZbztHO1BJj+iMc4ViToOlXv053UIFPHjoLzvGChDpBEARBnESYPct6PF9lgRNeOZxSJGBPAqFwj4p6VGhnmgRkf7iDA6uo97S+1LR5Mb7QaXjm8zT7TftAhHrILKjVZlJJYBAFIa3UF9mUlKOEeUx12pNkhbvTF4KsRCAwwKG9zsFQbHU+3jCrFk8QVklAea4anZnKHRWzUL/w9yvTvhtj5s8fH8AXl6zHhpr2uI93m16X9hS99SciJNQJgiAI4iTCnJl9WBPtE4tcAKLCfSAElYghmoHYirre8NkzgjAe+mIh2XhGvaJ+72s7YiwZNa1eVOY7jc9znerxOrypi0qzGJeVaEVdnUw6cOtHKBwBY4DdIiIUjsQsZPT0m3iYG1g7/WpF3SIKsJnuLgRCESOi0RtUUNXswZyHlhtDjlrdMgpdNuN17s9qY6bnIuLgIDZ2bqvtBNC3CO82LQpIqBMEQRAEMegcaHKnJfDSwZzPrQusScWq/aGpe+DTOwOhMOxSfOtLomSWnqTqUTfbbd7e0QBAFfst7iDGFkaFuu6Tj1dd7o8Ij/WSh8IRSKI6mTStiromsCVBzWMPJZn6Yv4agqEIgkoEVkmI3l3QmkP1r9knh/HJvma0eWV8vFcV6i2eIAoybXBog6W8KSS5eIKKEbkJAB2DKJj1OwF9LRzcAcV4b5BQJwiCIAgihnQF9tFOPy56dBUeHKIcaLNN4WCzB4zBsD+kY33pWVF3mYS2XvVOLvVFgSgwZFiSm0zqtEXP06zdEdDtPTEVdd36MgBxZxbjSsRUUU9zMmlI4bCJAkSBIRyONqwCiSvcmw5FbSGytnCwioJhPfIFw1Ai3Pia/aEw3timZshvPNSBP390AC3uIApdNjiskrZPChX1oILpZdn40oLRABA33rGm1YstRzqSPqaOoFmVWvtognUHQijLUd+vJ8PQIxLqBEEQxIhmf5PbGHwTVMK45rHPsOTT6gEda+fRLsx6aDle21I34OvRRdaz6w4P+BiJiER4wjSM7kAIgqqFUNXsQXaGBdlaQks6kXeqRz0qrkX9JAAsKQn1EFw2yfCWJ8O2n14EIDrgqF6LYdQFHRAdujQQoR4Om60vukddE9hp5qhbJAGS5nU3i/7EQj0qgGUlAlmrqOt3LvTFmF5R/3hvM3YeVTPkq5o9eGT5flS3eFCYaYMzyYp6lz+EbzyzCU3dAXiCClw2CfddNgVA79eUc47zf/cJrv/rmqReBzP6a9DXe7E7oBjf15MhopGEOkEQBDFieWt7PS5+dBXO/b8VqGn14tP9rfi8thO/eHvPgKLdVuxthjug4MlPawZ8TWYf+LuaVWMwuXPpRsx88IM+H+/2h1BZoFaa9aqrbiVIZzS8Xw4jwxpbBX/6jrn45H/Og0Vkxvn6w62JwFTIcVgxvtCJFo8u1FUffmmO3djHJokocFljPPrJEubxK+qSKMRUwVNFViKwiAySyBCORD3qTqsIT1BBXYcPty1Zh9oeQ4sONHtiIi8Nj7q2UNKFup50s1WrbI8riN5hCCoRFGbajAZUXwJPvE9W8MrmOizf3YS/rqiCV/seOawibJKADq+M9dVtqLz3bRxs8aDVExXuqd6l0a+9r/eiOxDCKBLqBEEQBHHis2xbPSSBwR8K47UtdVh1oMV4rCHFselA9BZ/TavHmFSZKh0+VYg4rCLe2dkIAFh9oBX/7/UdAzpeT1bsa4lJxuhJdyCEAqfNqKKPL3Qa9pFkk0Z0GrsC+FR7Tf2hMBw97CoXTC5GZYETklZRV5LIHDd7kFOhMNOGZs1jX9/lh1UUUOC0xexTnuvoc1JnIsKm61bCHEpE9ahbRJbU19QXusAWdY+6JtRznVZ4g2H84cMD+KyqDc/1uPvS5Q+hJEtdhAS1JtS4FXXN+rK/yQOnVcTC8fkxxynPyTAsRuaK+qr9LfjpmzuNbPepP30fv3pnDwCAMQZPQIHLrt71yHda0eaV8cKGIwDUO0ZVzdHm0rqO1BZG+rXHu6Mga/nwRZk2iAKDJzjyrS+p/yQQBEEQxAkA5xzbajtx5YxSVLV48PTqGnjlMApcNrR6gthe12lU5pJFv8UfCEXQ5A6gNDu15wNqnF6By4ay3Gh2+ZeeWg8AuOfSyYaAHghmG4Y7EIqbnNLtVzAqJ8OYgnneKUWwiALsFsGIRkyWi36/Eu6ggpqHL4dPDhuNiT2RNBtMMpnjnoAS04iaLIWZdmyvUxNDGjoDKMm2QxBi7TNluRnYXd+d8rHNdwL0HHVJm0waTqeirnnLJc1Cowt1/T2qJ6DUtHpjnhcIhWOmvcoK1yrq8a0v7V4Zo7LtvXz/5bkZEAUGu0UwJpkCwA9f2oY2r4wLJhcZdzfM7y2PHL3rkeu0ot0rG1YnURBiUmA6famJaX3/eKk30UQgCZl2iSrqBEEQBJEOjV0B3P3SNuw82nXcz93QFUCzO4jTKnIwe3QuvHIYWXYJb3znDFhEhm21qV+T2Yt7uC31yiygDtzJcViQk2GJiZoD0MvikCp7G6MidPWBVkNc3ffaDvziLbV5tcsfQlaGhLsvnoQJRS7cMFsdCOS0SgntD/HQhb0nqGjWl/j1Pykl60sophE1WQpdNsOj3tDlR2m2vdc+RZk2tGr7dPlDSTcGmxcYSkT1qIuDMJk0pFXC9Tz2kKKeZ3SeA83dQRzVqtGH2mKFuj8UNhZ0stJ3RV2PpATU5t6rTxuF0XkOTCp2oTLfgRkVOQDU7725gq1/v+74x0bc+Le1Medu6g6A8+hwpTynNSaFpsMrx9y1SGXAVCAUNoZixRv4pAvzrAwLXDYp5TtAJyIk1AmCIIi4rKtuw8+W7ULjACwiAFDd4sFlf1yF17Yexd0vbxuwVWSg6NXIWaNzceWMUbBKAn5y5VSU5zowtTQL66rbUj5mqyeIScVq5viRAQv1EHIdFuQ4LOj0h7Cv0W08Vp/GlMdAKIwr/rTa+Pzb/9qC3763FwDwwoYjWLJa9dV3B0LIslvwrXPH48O7zzV85XaLOOBx8K0eGXI4kqCirllfkhDG8bzuyVCUZYNPDsMbVOAOKMiKc2eiMNMGd1DB3sZuzHzwAzz64f6kjm2OZ5SVCDhHtKKeVjOpWgnX89h1j/roPAfkcMSocve0afnlWKEeUiKwiszwqOtpKHrVHVDTcWaU52DVPefj/bvOwYd3n2uIbYdNjJnymSjDXq/u68fWK9v6vYsOnxwj+jtTGIZkrr574njbu00Z+5l2S0KL10iBhDpBECc8b247ii/8bS1W7Gse6ktJit313QMWeYOJT1ZiRpZHIhzv7WxEfacfnT4Z31i6Cf9ccwi/0cReqryw4Qg6/SF8acFo7G/y4PWtRwes/PKcAAAgAElEQVR0nPpOPx7/5GDKo9+3HumAVRIwpTQL88bmYfeDl+ALcysAAJdMK8G22k4jzi9Z2r0yppVlQxQYDrd7+39CHDr9IWRnWJGdYUGnL4RL/rDKeCydCY9mX7DOW9sb0GUSP0o4Ak8wvojtaX9IhQZtgdFXpGIqzaShMDfiHFOh0KX60VvcQdUvH0fs6571j/eqvyueWZtc8o5+3RaRGTnf0XjGxCk7idCbSXt61EfnOYx9Jpdkwh1QYu52+ENhOGwiJIFBDof7rKhn2iXjtTc36DLGjL4BoHdFveedHjN7tYXl6HyHcVx3IGRYVXyyOmwpV0vZScX6ol+3KLC4kY9uU8Z+pk06KTzqJNQJgjihaeoO4N5Xd2DDoXbc/dK2mLHZw4Hm7kCMnaGpO4Cr/7IaFz66MqmouoGQjGioanZj/q8+wg2PrzEqgs9vOIJvPbcZV/9lNb77/Fa4gwqmlGZhdVXrgK5jy5FOzB2TiwevnoaZ5dl46O3dKX9/IhGObz+3Gb95by8efie1BcPGQx2YNirLEC9mYTKvMg8AsCMFSw7nHO1eGcVZdpRk2dHQObA7DZ0+GbkO9dZ9T2GejlDXBdEDV001tgkC0OqN5lHXdfjBOZAVx1qSYRURkJP//pjfv0c1oe6wxRfqYgoedbXBMvloRp3CTE2oe4J9+uX1Bcp+TWwGk7yDoP+M2KVo5dkqqpYVAIhw4K+fVOFS06IrGcwDj8we9QqTUJ9ZrtpTzMOo/HIYGRYRVknokfqiXo8utG2SaCyeEiXpOKxizCKtOxDCHWdU4vHbZhvbXv7mQuPnhjFgnDZMKtNugSegGFYVb1CJ8dD7U7BT6YvxiUUuNHcHe/0uM3vUXeRRJwiCGL40dgUQVML440cHoEQi+M0N09HhC+Ht7YMfdzdQunwhXPWX1Vj0yEqjgr50zSEoEQ5ZiWBDTXs/R+ifFncQa0xCmnOOG/+2Fl98cl1Cwf6Pzw7BHVCw82i3YQF5bt1hbWiKiNVVrbh+VhmumzUKLe5gytVsQL1FPqEoE6LA8P1FE9HpCxl2lGRZc7ANn9epYvrdnQ1J2wwauvzYVtuJRVOK4z4+dVQWBAZsr0teqHf7FSgRjnynFQWZNiMKMFkCoTC++/wWNHQFkOOwxAzqeeSmmRAFhg6fPGCLUKdf/R5NK8s2tllFIaaiqXud41bUJREBJXmhbo7dq9KaB4sze/vCgWiOejJ+bt0OkiqGUHcHNSHbW5jqdpH9Ter1ylqqSX/o7zubRTQq23qsonrNEfz2vX3Y25jaxNmoR12vqGse9fyoUJ9Wrn4/27T3WygcgRLhMUJdVmIHHunf8wyraAw0ciYU6tGKelBRK+IFLisumFJk7DNvbB4KMlXxff2schRp3+tMuwSvHIZbWxyoFfUw7BZ1kRBIoSCh22QmFWfCHwr3imjUFxMOq9pMmk6c6IkCCXWCIE4ogkoYP3ljBxY8/BGmP/ABnl9/BF+cNxpfmFuBsQVOIyIsHbr8IaNCCKhV3c2H2/v9o/DChiO44x8b0OxWK60vbDyCpu4g5HAEr2gDclYdaMGUUlUkbjqcnlBXwhFc8adP8cUl6420i9VVrdh8uANrDrbFtULorK9px5kT8pFpk7BsWz121Xdhb6Mb9185BavuOR8rf3Qe/u+mmZiojZbXhU2ydPpktHtlI7d59uhcAEh5UuErm2uRaZfw8PXT0R1QYvzciXhPiz28bFpJ3McdVgkTizJTqqi3aZXpfJcVRaYowM+qWvE///6837zoDTXteEtbSBZl2mMqvjkOdejQYysO4s6lG/s8Bue8T2Gpi7OK3KjI6/KHYhZZegNsvFSVDKtoJMEkg/nn4YD2/ijLjZ+Ck0rqi14dThVdqDd3B+CTlT4q6qpYNf98NyVhfzIq6hbBqKirg4pYzONAandFQkbqi4CwtoAHgNKs6IJnaqn6M6g3MutiNcMqwioKkDVvu0USjOq5vq/dIhqvQ38Vdf3rMjds2iQRP7tqKpZ990wAal49AJx7SqHxXP24jdrr6JUVBJQw7BYh5feU/tpNLFL7QJrdsYthv6y+PhkWEZl2CZ2+EGrbfWlPCx7OjGihzhi7lDG2jzFWxRi7d6ivhyBOJLp8IayrbhvQFL9kWFfdhpv/vhb/+bw+pec9u/Ywnlt3BIsmF6HAZcWt8yrwv1dMAWMMt86rwKbDHdjflJyYi4dfDuPqv6zGmb/+2BDcDyzbhRseX4vvPb/F2O+t7fW45rHPDFtLJMLxy7f34JN9LXhwmZqusXx3E6aVqf7o93Y2oN0rY1d9Ny6bVoLJJVkx0wUHwosba40/ZB/tUT23S0yDeDYfVo9f1+HDXS9uNSLTPEEFB1s8mFeZj/MnF+HDPU3496Y6WEUBV80cBVFgGJPvhCgwTNKE+r4UX1O94WysJtRznVaMLXBi65HkK+qtniDe2dmIa04bhbMmFABIfnHz7o5GTC7JxLhCV5/7TC/Pxva6roR3Huo6fPjl27vRHQgZPwt5ThuKTBX1B/+zC69srjNe776o7YhaoEblZMBpSkjJcViMZrwV+1r6vKbfvr8Pk+9/L65Y10VOjsOCW05XvfitHhn3v7HT2Ef/vuiC1YzdIsKfQjOp2XawYl8zrJIQ4602Y1hfkvKoD8z6kuewQhQYjnb6EeGI25CqL1DMYjoZ+4RiCHXRSCWxiIJhpzL7uztS8GSHtFhFs0ddEhgEgWFMvgMlWXYUa6JdT1bR7UkZVrWiHtQq6jbteuwWAa3ae9MuCbAnYX0pyLShvtMPzrlhm9FfqzvOHIsZmv3mx5dOxg8vnIRLTo3eqdL304W+L6hW5PWKeip9D3o/xaQS9fdOc3esUNff93aLgFE5Gejyh3D2b1fggWW7kj7HicaIFeqMMRHAYwAuAzAVwK2MsamJn0UQRIs7iPte24F5v/oQtzyxDgt+9RF+8dbulGPbErHlSAduf3oD1te04/svbsUKrbGrqTuA93Y2xtz6X/JpNb7zry1Ysa8Z4QjHP9ccwrzKPDx1x+lYc98iPHz9DCPp4MY5FbCKAn765k7ctmQdvvHMpoRjuAE1Du/1rXVGJevxT6qMquObW+tR2+4zRr2v2NdiNB8+/slBfF7bicdWVAEADrZ44Amqo63f3tGArUc6sOVIBy6aUoLLppVgf5MHz649DM6BsyYW4PTKXGw50pFyJai23WckH7yyuQ6njsrC1NIsbDrcjlZPECv3t+D7F0xApk0yqsV//qgKb2yrx6/eVgeW7DzaBc6BGeXZuGhqMdq8Mv655hAunFpkVMx09OzlmpbUGid1i8XYwugkxFmjc7D1SEdSHvr9TW5c8LtPoIQj+NKCMSjPzUBJlj0pu1CXP4SNh9tx8dT4thedGeXZaPUEsTZB+svSNYfw5Kc1eHljrdHclu+0ojDThnavDE9QMe429JeOo0fW3TC7HOedUhjj587OsMQ0z8VrpAPU9x0QP8ax0ycjwyLCbhHx6xtm4GeaV73edF27G9T4xngVdbtFRDAFUWX+2eIcuGhKcZ/2CsYYJIEl9X5XBmh9EQSGPKcVte19N7bGs/wkIyT1gUe6tQSAkX8OxFboU7GJ6ZVwizaZ1Hw34f27zsEnPzoP+VoDbFvPinocjzoAuGwWYzGRYRXBtDVPIuvL9LJsdAcUbKvtNJJU4i3msjMs+MGFE43fuQB6RWl6NI+6+l5MrUG506/mset34vRiiY7fEOpizKLw5U21SZ/jRGMkDzyaB6CKc14NAIyxFwFcA2D3kF5VD3bXdxtxTINN6vWIJI+bwoEjPLnGNlWXcXCu/rKVBAaBMeNcfR3CvJ2Dx92uPmZ+Du9je/xnxJ6jj3MncUzz9fXxYa/9lbBaYQmF1XHV+S4rSrPVRjZRYOj0hdDkDqCpO2j8IWn1yGjuDqDVI6M7EDLSAoKhCBhTI7XynFZUFjhx67zRMcNV3tx2FD95fScCShg3za3AoslFeH9XI576rAYvbqxFeW4GBMZwxvh8XDurDKeOygLr5w0RCkfwl4+r8N7ORhRn23Hr6RV46K3dKMqy4cXFC7H4mU343gtbcf3sMry+5SjcQQWLzxmH/718CtZVt+EXmrh8f1cjFo7PR12HHz+5Iv6aO89pxXWzyvDSplo1YzeoYOnaQ/iv8ybE3V9WIvjiknWobfdjT4Mb9102Ga9tPYrzTilEhy+EV7fUGT+fT3x5DhY/uxmf7G/B6ZV52KUNTXl1Sx3uvmiSUSl++Prp+MrTG/DNZzeDc+DiU4uR47Dgwf/sxqMf7kemXcKMsmwc7fBj6drD2NPgxvTy7LjX15OaVi8u+cMqjM5z4PlvzMfndZ24a9EktHuDeHlTHT7TvOpnTSzEhkPt2Hm0C5EIx0d7mwAAn+xvQWNXwKj8zqzIgcMqGpMFvzR/TK9zMqZW9nrmOPd7rS1eCCzWhjGrIgevbTmK+q4AyrRBQ58eaMH//PtzVOY7seT2uUYs3K/f3QslwrH0a/MwuSQLALBwfD5e33oUH+99D6eOysIzX5sft2q66VA7OAcWji9IeI3zx6pTGr/zry3497fOwOg8h9F4qqMvduo6/IbXN89pNfy55ubB/iad1rX7Ma7AiUe+MBMAYirq2RlW3HvZZPz6XbVhtqk7gAJX7FRN82L5UJvPsCXpdPpCyHFEf57zejw/0y5h4yF1oVOUGfsYAGSkKKp8PSwN50xK/HpLIuu3os45hxyOxDT+pkJ2hsWwYMSzvmTaJDAGIwfcE1R6fR3x0P9M203iX62oq7//zBYNsyWo1RPs9X00o6e+yALTft9z426C+Vx2i4COeEJdNHnUJV2oi2jVnGp2SYT+kifKpr98einuf2MnPtjdhIXj1J+LZIdO9Zwi65MVbYiSmHKDcpc/hOwMizGoqdMXwksbj+BIuw8/umQyAqEwGFMXTKdrja2p8o1nNiHPYcVvbpwxoOcfb0ayUC8DYF5i1QGYP0TX0iffem7zgMYZEyc3AlMFfqI1UKZdQpbdgky7BKdNgt0iIBJRq3rbajvR7A7i6dU1eOjaabhgchF+8+5eLFldg9Mrc/HrG2ZgvGYZWDSlGDefXoE3ttajUfN+Ll17CEtW18BpFZHrtOI750/ArfNGx5y/yxfCG9uO4tl1h1HV7MHCcfnYUdeJVftbkGER8e9vLURZTgae/MpcXPvYZ3h23WFccEoR5HAET6yqRllOBv655hDKcjLwyrcX4rrH1uDTA624dV5FzG3Xnjx07TRcPqMUs0fn4MtPbcAHu5r6FOobatpR2+6H3SLg2bWHceaEAtR1+PGDRRMR4Rw/fnUH9jbuw+zRObhoajGKs2z4ZF8zGjoDYAz4153z8cUl67Hs83rsa3QjO8OCsyYUYN7YPGyoacfU0ixMKVVF5uXTS/DOjkYsmlwESYz+kVlb3YqxhU74ggqKsuI34uk8v/4wZCWCqmYPvv3cFnAOnD+5EAwMS9cexg9e3AaBAdPKsjB3TB4eX3kQKw+0oNUj4+6LJuH3y/fjpY212FbbgYlFLuOP4UvfXIiGLj/OmBBfaI0tcCbtDdepbvWioofw1Zscd9R1GUL9n58dQlN3EE3dQbyzowE3nz4a3YEQVu1vwdfPHoezJ0a9sD+8cBIA9fb3uzsbsXxPE66eOQrN3QHku2yGvWJddRusooBZo3MSXuMpJZl4+o65+No/N+HC36/EzXMrYv54e4KK0fxa1+FDgUt9vfK0irq63Y8zxuejqtmDhq7EGehH2n0oN1UBzQInO0PNNT+9Mg83PL4Gz61Tey+e/qwGv7h2Gpw2CS9vjP5Ja9f88j5ZgcBUUdSpiRydAmfs3ZEZ5dn4rKpNW/T3Fo/2FG0KPXs2ei4ceiIJQr8edV3IWwdgfQHUNBt9wRRvEScITIsTVFCUaTMGNfWHXgixW6LvZ4vIYNFSX9o80Sq6frwV+5rx1X9sxD/uOB3nTy5CPHSPelAbeKTHLPYk32kzKur6wsKuWV9krZijV9T1yrlVEiAIzCgkufpI5AHU99/4QhcONLmNn83SJKf29sxc98phtbHVIqRsfen0hZCTEW209gQVPLBsHwDgrgsnqU2qkgjGGIqz7IZHX7/r0B9+OYzlu9XCxcPXT+81uXY4MpKFerxXP+Y3BGNsMYDFADB69Og4ux97fnPDjGMSJ8eR+JfhgI+bwmHV6jjAwBKX97lapRe0ymyYc0S0yW9mzIcwV3Fjt8f/WN3P/GAaxzU9wvo4DlLcP+a8pgckgWnDMASEwhG0eWXUd/qNoSjZGRaUZKseRosogHOOApcNhZm2mGpMPLbXdeLHr+7AN5/dDKdVhFcO4/aFY/CTK6f2uu08Z0we5oyJVi+6fCG8taMeB5u9+LyuE/e9tgMFLhsu0qwGRzv9uPHxNWjoCmBKaRb+/uU5uOTUEniDCrYc6cCEIpcxen1UTgY+/O9z4QuGUZJtRygcwW1L1uOBZbtgFQU89/X5KM3OwH++dxbqOnyYpTUl9oVVEnDuJFXcnXdKIf740QG0e2VDlJr5ZF8zrKKAFxcvxLWPfYbbn94Ai8hw8dQSZGVIqG7x4olPq/H1s8eBMYbzJhXhnR0N2F7XhXmVeThjQgEmFLnw8d5m7Gt046wJBRAEhv86bzwOt3lx90WTjHM9dM00TCrOxJcWqFXrkmw7ppZmYemaw3hqdQ3avTJe/ubChF/fOzsaceGUYniDCtZWt6Eky45po7IhCAyXTSvBuzsbMak4Ew6rhPNOKcRfVlTh3le3wyoJ+OqZlVhX3YaXN9Wiyx/C1aeNMo47ociFCUV9e7krC5xYvrsJSgqVzppWr+FP15lSmgVRYNhxtBOXTisB5xxbjnTgpjnlWHWgBZ8eaMXNp4/Gp/tboUQ4LpwSK25G5zvw6M2nQQlHMP1nH2DrkQ5MLc3CRY+uxC2nV+Dh61WRvaGmHadV5PT7MwAA559ShK+eWYl/fHYIH+xuxG8QFerv7WxEIBRBll1CszuINq8Ml02C3SLGVKS/fvZYPLr8AF7eVIevLKyMSV3R4ZzjUKsXs02Lh1zTe1IXZ/pxX9hwxGiMnjc2D7fOG4211W0ocFnR6pENj/U5v/0EeU4LPvjhuejqUVGfXJqF+WPzcN2sMkwpzcLuhm58VtWGcIQbixozGRYxpb9HPW1lExO8hwC9op74DrIu5AdifQFUa8tWbXHl6GNKapbdAndAQWGmDdWtXvhDKXjUTZYPi5bWAsDwhAPRivcb2tyAFfuaEwt17TjhCEdIid9Im+u0GBV1w6PeR0VdXwDqnnT9rmCmLXGFfEKxCzvqulCcZUeWXcKoOJNd42H2vhe4rPAFFUQ0C5bdIqaUzKJOzbXAptmBzM890u6DPxQ7DOvDu8/Fva9tx5qDbbj75W146Jpp+PvKg/jTx1U4+KvLe73PDzRHCw6tnmC/xZHhwEgW6nUAKkyflwOI6VrjnD8B4AkAmDt37vEdmaexcHz+UJyWIDCjPAfLvnsmlq45hD0Nblw5o7TPPyY9yXZYcJtmkwgqYVz72Brc/8ZOLByfD7sk4K4Xt6LbH8Ir31qIOWNyjYWI0ybFVEh1suwW4zarRRTwty/NwZJPq7FoSjHmjFGFa2GmzahiJss5kwrxhw8PYO3BNlwxo7TX4yv3t2D+uDycVqFWzJfvbsK5k4qQrYmd+y6fgu8vmmhUd86fXIiXNtXCHVRwl1bdXTAuD8+tUwWVflfhvFOKsP5/L4w5V77LZjxH54oZpfi/9/cZn/97c12fQr3LpybRfGXhGFw+vRS/+2Afrp1VZlSEfnzpZNS0evGNs8cBAE6ryIHTKqKpO4hLTi1Gpt2Ci6YW48H/qO6/q2aMinueeIzNd0KJcNR3BmJi4/qCc46aVi/mjY29NW23iJhQ6DKq8zWtXnT4QpgzJhdKhGPVfrWJ8qO9TchxWPp8LSRRwPTybGw90olchxWcAy9sqMUvr52OMOfY3dCNr501NqmvjTGGB646FaXZdvzqnb1o8wSNavPmwx3Isku4aGoJ1hxsRZsnuuAryoq+F0fnOQ3v8h3/2IhNP7mw13ma3UG4gwoqTYuX/DiLx+I4wkFfmLd6ZEwocqHD14FOXwjeoIJWTxCtniBkJYJOv4xxBVGxnOe04qVvLjRdpwP3vbbD8P/2RJ9MGonwpCqNuogak+/A4TZfwmmWgFpRD/VTUddF5UCtL1l2i1FQ6mtKalaGBUc7/YZIS876Em0m1bGarC9tJqGuH2/tQbX3IVFDvl4JlwR1EdNX4k2+02bYa+J51OVwxLgLoduydAGtZ8Xnxnm/mZlUlIl3djRg65FOTC7t39aoY87kL8q0Y09jNzjURU2GRUSLyRbU2BXAqgMtxuCxnnT5Q8hzWsEYg9MWO4RJjd2MxPQejM534MwJBVhzsA2vbTmKbbWdqNb6aRq7oxY7nb0NpinAXYETQqiP2GZSABsBTGSMjWWMWQHcAmDZEF8TQQwrLKKAr589Do98YWbSIr0nNknEL6+bhiZ3AL97fx/++NEBbDzUgV9cNw1zK/OS/mVvJs9pxT2XTjZE+kCZUZYNl03CmoOqd9sTVLD5cDuCShhVzW4caPYY1fdHvjATP71yKn513bSYY5gbsC6YXIz5Y/MwvSwbV0wv1bapr1txlg1nTkht4f3VMyvxtTPH4sXFC3DB5CKsO9h3U+N+rRI0qTgTFXkO/PGWWTj/lOj3rLLAiffuOgc3zCkHoAqdy7VrvFlLANHveEwocmH+2OT9nWM0cV6TpE+92a0OnIknCMcVOo0/pLpXfs6YXCwcn482r4w9DW6s3NeCcycVxq366swanYNttZ14bl10suShNi9qWr0IhTkmlyS2YfREr4Lv1HoPAOBQqxcTizNRnGVDizuIug4fRuWof9jNvuPKfAd+q1lmzNYIM3rDtNlXG88DHM/2oAudTp+6UMiyq4OSzH0D6jTZ2Ip6T3KdVjz/jfn41zfiu0B1ERpMMvfaqw24eet7Z2FznMVJT9ShPomPrQ/8GbD1xdQA2dcdFd0Cot+9SM76oueom60vaqwiEM3/BlRrVqdPNoR1z4hBM7JWQRcFhnAPj7qZU0dlYV+jG345HBvPKAnw6gOYtPdOqVYJ13936XdJchO8NwBgUrELnKsNx1M1y14ymL3vo3IywLm6WNHjGd0BxWiwvf3pDbjnle1o98pQwhH88KVt+Mdn0aQq3foCaD0EgVihHlDCMd8DALhtftQRUW1qeo/XcG2eJrynobvX48OREVtR55wrjLHvAngfgAjgac75yM3vIYghZPboXNw6bzT+ueYQAOCmOeW4blb50F4UVLE6b2we1h5sgxKO4LYn1+Hzui6MyXdgVkUOLCLDtbPKAKiiqb8qrFUSYiqUgGqd+N1NM3F6ZW7KixKHVcJPtWSOHXVd+HhvM1rcwbh3DvQq9MTixPYCM7+8bjq+euZYTB2l/tEtz3Xgw7vPRVaGlJI3U7ewHGr14txJhXhm7SHIiprGEk8M6X8sxxb0vtZxhaqNJhSOYMuRTmTZJYwvdCHTboHAgF++sxttXtlYAPXF6WPy8HdUo9kdxANXTcWD/9kdI7JPKU5eaAAwhMm+xm5j8Xak3Yd5Y/NQmGmDEuHYcbQL12nvF4so4JvnjoMvGIYkChhX6MIdZ1TiVS0vvyfLdzehIi8Dp46KXpcgMPzsqqkxtjIAWHffInhlBUvXHMJrW46ahHoIOQ4rchxWdPlDqDdNRl2xrxnN7qBxN6gvzkjQYJuhCaBAD3tBX3hlBXaL0G8lXUcSWf8e9TStL+aFdV8Vdd1mqS+2klmYKHEq6uaBR+bKr08OG8lRdosQU1E2ozfOWkUGSYx61ON97dPKsqFEOKpbPcbCQre+eIIh7XrU55VoQl1f9OhfX64jcUXd3GOQykLXXOEuN+Xo6/GMRzv9OO3nyzG1NMuIeW3o8qOmNYLXtx7FG9uO4qtnqr97O32y0WfhskkxDdot7iAC2kRWMzkOK1751kLc+Le1Mdvj5eO3e0Pa3QuO+17b0au3ajgyYoU6AHDO3wHwzlBfB0GcDPzsqlMxvtAFX1DB4nPHDfXlGJw1oQAf723G/W/uxOd1Xbh94Rg8u+4wDrf5cMPs8oSJDMnAGMONc9JflOgV3d0N3Tg3s7c9aF+jGy6b1OtWbiKskmCIdJ1EXvS+KMy0wWkVUdPqRXWLBz99U615fF7XhT/fOqvX/kaGemGcinqBC0qE43CbD1sOd2DW6FwIAkNJth0XTS3G+7vURi9dLPfFBZOL8NC10zBndC4mFrvw8Lt7sb22EzaLWp0cXxTf3tEXOQ4rirNs2NeoTaxUIqjv8qMiz2EsnEJhbuTKA8B9l02JOUaBywp3QDGmMgLAIx/sgyQIWF3Vii/OH91rMXfHmb0Xh7rQ+vk103C4zYcWjzpKvdMfQq7DgqwMC7r8IdSZctl1S1NORmIxlghdnPtDYSRzL8sTVBJmc/fEIgoI9ZP6EkrT+pKZglDPc6qCUE5CqIfjedRN8YyeoAKbJIBz9fXT7S5TSrOwv0cj9gNv7oRVEnDPpZNjjqPnqMe7q1KZry+WfaYsca2iHoytqJdodg69Gv2XL87C31dWxzQax6PSZGvTc9OTwfyeNv9+0qNCdXabKtgNnQHj9wTX0uEiHHAHFWRrCwqXTYoJ22jxBFWPepziwNzKPCz/4TmoyHPgi0+uw5YjnTETeXXavUGMLXDigDYMrq/+peHESLa+EARxHLFKAu48ayy+tyg2Y3eouX52GTIsIl7YUIszJ+TjZ1efij/eMgsXTC7CPZeeMtSXZ6BXdHfrsY+b63D5Hz/F6gOqbWdfoxunlGQOyEqULmpEoxOH2rxGjvlZEwrwzo6GuDn1Na0e2CQhZrqizmRtyuKag63Y3+yOsTctPmccGAMuPbWkV8AjBtwAACAASURBVJ57TwSB4csLxmDqqCxYRAGzKnKwvqYd+xrdGFfgHNB7cFJxJvY3uXGwxYMvLVkPzoExeQ4UmhZz8XosdHSB0e0PYVd9F76+dBP+/HEVHv1wP4JKBBdNSZzrHo/CTNV20x1QEI5w5GRYkZ1hQbc/hIMtnhhhCqDPgUPJoIuqZFM6fEGlz4bNeIhJWF90j/pABh4BsRX1vu4KBBXdCmI1UkP6I571xSqZBx6FteZJAX45bAwnmlySCa8cjmmKXLr2MJ78tMZYIOjNpEq4b4+6brlq6g4YHniHZn3RBbn+vIIed+TOO6UILyxe0O9dNP0OZJ7TmrJ1TKc0J/ozb7cIfdqPOv0hbK2NDghr88pwB0LgHIb1xWmTYvLpW93BmEVwTyYWZ8JuEY27ng8s22XMwNDp8Koe+EduUiNSk5lKO9SQUCcIYkST47Di/26agRtml+N3N80EYwxXzRyFp+84PW7j3lCR7bCgLCfD8E0+tqIKuxu68dV/bkBjVwB7G7sH/MdzMBhb4MShVi/W17SjwGXF188ei3CEx500qie+xBMGU0qykJ1hwR8/PADOYz3bc8bk4dN7zscfbjkt5etbOD4fO+u7sL6mHacM8HWaUZ6NPQ3d+P0H+7FByxvvmYgzKYH1SG+q6w4ouP+NnfhwT1PM46en0BegU5hpQ6snaCR+5DgsyNYq6rvru40JjgDw5QVjEkaX9odecU12GrEnGE44RKcnksD6bSbVrS/WAVbUXTEV9fjXpl/BlNIsWESG0AAr6nZJNCrqXq2i7rBK8MvRirr+/n5iVTUAxAx80r3rekVdTX2J71HPtFvAmCpwzUN/bFJ0oaEL2CmlWZhckjmgn6NnvjYP6/93UcqxhWPyHchzWmOq9jbN+mLmqdvnAlBfr6Mm61ZNq9eogBvWF5P3nTH19fJrE08TYV7o3P/GTqNyDwDtPhn5rmi8an8D8YYDJNQJghjxXDljFB75wkwjEnK4MqU0E3sautEdCKG61YurZ45CKMzx1OpqdAcUTE6hwWuwmVDkwqE2H17fehRnTijA3Mo8CAzYUNOGzYfb8c1nN+EjTZhWt3iNW/U9EQSGBePy0OaVYREZZo+JvcVenutIKlaxJwvG5YNzdRz8lAG+TtfNKoMS4Xh7RwMANW5wWlk28l02/OiSU/DEl+ckvKOhx+J5gorRZAiolcX748SeJsOobDtCYW4M/sp1WJGdIaGxO4DP67owf2we/njLafjKwjF46NppA7aMAFF/8U09vL594Q0qCbO5e2IRhX4nk6ZrfTEL9XgWCQD4w82n4f4rp6I8N8PIIe+PqEc9el02S6z1RR/w4wuF0ekLQRQYrj2tDLNH52DlPrWZ2DxxVm92tEgCRG0YVF8edVFgyLRJ6NaEul6FNy9o9Gtz2SS8d9c5WDAu9VQ5u0Uc0Pv03R+cjTX3XhCzOFJfj9hjnanNavAEFbR7g8Zwpc9rO43IUb0h2mU61tgCJ9yBUNL9E+am6u110WJCu1dGrsNqLAL+9HEVDrZ4Uvpajzck1AmCIIYJU0uzcLDFg82H1FvCN8xRPfRPfloDUWC4ZOrAq6XpctXMUlhFAQUuKxafMw4um4RpZdl4d2cjvvnsFry/qwl3Lt2Et7bXo7rVG9M02ZMb56gpNGdPLBw0m9RpFVHBP9C0oAlFmUYW+F0XTsQHPzzHSJ75zvkTcPGpJQmfrzdVugPRqqfLJmHbTy/GnUnGRfbkEu2cenU+16lW1AOhCMIRjhnlObjmtDL8/JppiQ6TFGU5UduMOW7QTLtXRrUmbLyyklJFXRT6n0yarvXFXIXtKzVoTL4Td541FowxY0ZFf+iWHZvJP26XxJhmUpukWj38chjtPhk5GRYIAsPYApdRPTfn1Ov+a6s2OCmse9T7EMo5Dis6fXJMQ6W1x/UMFQ6rOl/AaTPfcRDgMmW33zC7HDZtgeGTFXR4Q5hcmolR2Xbsqu82knPiVdQrch3wyWFt4FH/0nXlj87Huz84G4xFe2bCEY5On4x8p9WwjK3a34Kd2vTh4QoJdYIgiGHClNIsRDjw783qBMqZ5dlYME69dX7+KYVDmvk7oSgTG/7fIqz+8QU4dZTa+HrHGZU40OxBqyeIx2+bjcJMG777/FYAiWdEXDS1GM9/fT4evTn1W/N9YbeIePTmmbjzrLEDHi0OqJNtzxifj1vn9W787A+9musOKOjwybhyRik+vef8Ad0h0CnKsuNnWjIQoIo1c8NoKjF6/ZFhFfH9RRMB9G1/uf6vn+GCR1bCE1TgCaYm1C0ppL4M1PqSyvUA0HLIe1+TPrdAR9fy5mquWlHXPOqyGhvosKpDozq8spFbXqTFe0YiPCZhplZrBtbjGZUIT+jB1i1P5oZKs1DvGVs4FDh7VNR1i8nZEwvwu5tmgDEGh1VEuzcET1BBvjblt80rGxGOejVcjy+1igLynVZ4ZQX+BK+PmewMC6aUZqHQZTPmEHT5Q4hw9WfIvAgoGUYWyHiM6NQXgiCIEwndsvHOjkZU5juQ41Cr10fafb2GJQ0FPRs8r59djoo8B1rcQVw6rQQbDrXjH58dwrzKvH6r2mdM6DsmcKBcN6sc1/UOoUmJBePyB2QZAKICo8Mno9MXQmGmrd8hM8lQYWoQzcmwxPiAzXF4g8Hpler3rSNOYkYkwnFIix3ceqRDtb6k0EwqCUK/k0kHM/UlGfpqJr3gkU/Q5pVx6NdXAIhW1M0iUa8O69glNeXEJytQIhHkaT8v+U4rlAiHO6gYw4eAqPXFKkUtNH45HFO1N5PjsKDTH4LTJhkLBqtoqmCnsSAcLMxJOxlWEXPG5GLOmFz8+NLJxsLXZZOMxKI8pw15TitaPEHD+pKtLUQr8tT3tiAADpsIbzCsvufsyX+PR+VkGBV1vXG0OMseY5Ea7pZIEuoEQRDDhNF5DtgtAgKhCC6Zploe1AmyZw3xlfWNuXq9+JxxsEkivnZW5ZCk0ww1+U61evjgst2Qw1Ghli5moZ6docYzAqrITLXprz/0rO2aVg+ml2XHVJAbTQkZTd1B+IJhOFLwqEsiQ0CrXu9vcmN8oauXPWUwU1+SwSIKcZtJdS+5XuHWLTtmq5ZundGxaQN+2rwyvMGwMShM92375bCROAMAdR1+4xpE0RTz2Ifg1ieqZlhEY3jRcLG+6Jhff7skwmmT8Oq3z4jZJ9MuGeI5z2lBntOGfY1udPVoJtWjUM+bVASnVTLu8qQSCXrupEJtCF873AH1+KU5sULdPGV4ODL090kIgiAIAGqj5UPXTMONc8rx3fMnDPXlpExpdgbuvWyyMcL8ZEMXTbrYLM4enNfBXDWXRMEQgJdPT+yZHwi6SPrxqztw09/XxDzWavKtd3hleOXUctQlQbW+7G3sxsWPrsJjK6p67ZPuwKNUqq0A4jaTch61wuiDiyIRDsYAqxS7gDAvNGySmnLilxW0+6L53HqV2ScrMdYXfRCS1ZTH7k1UUc+woLrFizUH24z32nCzvsR4+Pu4nlyH1Vik5DltyHdZ0eqR0eoJGpGTgDpb4qXFC/D7m2fGNKlmpvA9vm2BOtBo25FOY3jSqOyMmELCcLgTkQiqqBMEQQwjbppbgZvmVgz1ZRADZMG4PKyrVqMdB8v7qjbqCSjPVQX6lNIsvPKthRhXmPrwqv4wp2XsPBo7Yt2cWNLQFUCEp1bBlrTGzaOaSNtypKPXPrr1Jd7Qn2TQPdIzy7OT2t8isl7NpGYx3dQdwCklmVAiHJLAYtJ89Ofr2DWPuk8Oo9MX9ahHhXq0om4RmbHwUT3q6nHDEZ7Qo67TqInO4VZRT0YAmwcMFWWq1hc5HPn/7d19kFzVeefx79O3X2dGIwm9ISRehBHZgA0LVgRrG3tjCAhsA97grFjH1gaylF1md12p1IJDauOK46042V1qnThOkYKyoJxgrzdeK2W8GDtOUlsxGPzCmzFmjJ21DAYBkpA0b/1y9o97Tvftntsz0zOtvi3m96maoud0T9/bh9ujp595znPY+81/YnPHh9uLfBlacpFqLx8ON4yVGPP92MdKeaKcpe78PMwUqIuIiPTJ3TdcxJcff46Pf/mpJfdzT/OPt17aFqDsWMaC2fnMFwS9fLQVqIca414Xk8adTeKMdS6lPKpZo77Ekp4oZ3z5P7yF07u0B+0ULyZtD9STvbVDXXO94ch1lLqE4wUlX6P+0tEZGo5meUrIBk/O1ps16hvGSjzng+1CZG0B/3w16sH/2B0vxiglzmcxbQsHqVuGPywShbjcLxm4vzo1d20E0JFRn3+H1SQzY/PqMs8dmmKsnGfTqlLz/9nt//p83Pxrm4eCAnUREZE+KeZzflHr1r4+76C2Oe9cW1BvuGZg88qxmea5vODLNnrpox7lctQajsNTccCfFqiHoHmppS9AsyvRYhSiXNuuoUBz50+It60Hmhn1zrKLthr1fJxRDx0oQ71/qONPlr5sGC83A/Vi56LUBTLq29aPcr5vR5rMqCcD+WHQ7XW88/zN/N0PX+Tmt28nlzNOSSzmPDabvituMqM+3mN50ylrKnz1+y+wfqzYtnNvv9+jx0v2BU0iIiIylJIZzpePzlKMcmxcVeKAzzSP9tD1pZCLy0wONTvKzE1nhkWbSy196VUxpY96MlCfnIlvhw8s68baPzB1BtjJTZaagXpK6cuGsVb5RSFRow7dM+ohUE/+sSE5T8v5cHM8dLs2Ltm+gYd+5zLed/HpALzpdeu458adQNzydaHn6rVLS7jKXjo6y+Y1w93hJY0y6iIiIpLq0FS1WWv98rF4+/WRYtTczbGnxaS+9GWyS9YUll/60qu00pfJ2VaG/Zi/XW848lGuGXwHhVx7Rj1ZfhLmbTRR+hKOlayTjjPqCy8KDd1gkuewbkB/aenFx659PTnrvuFUp1zOfPB+adsHmKRkd6FNq3urMf/AW8/kH354AIDNQ94zPc1wffwSERGRTO29YWezH3nYhAZa26+PFPPNOvORnnYmzVGtu+aurTMpbRGbpS8DyqjHO5O2Z/aTHySm/O2ar1EP5RwXnhaXnkQdteXJQD2UK1VSur4kA/V4kWp7P/Y0W3w2+NcSi83DOohhKnt538Wn896LTu/55zaNl7u2G01m1HvdzfhNZ61n57Z4TYcy6iIiInJCe9vZG/jMDTv51U//Y3MTGogXWY6V8m2b2vRSo170HVZCxjq5+U/QLH0ZUBlHeka9Pud2w9eoA/zfW365mdVuK1npKH0JZTLJjHrdv74NiRKaSjFqX5TaJaN+9qZVfPt3L2NdIuu8ZqTIn1x/wYIbjJ3oem272SlcTxtPsI4voIy6iIiIdAgZ2mSgPl1rUPItCINeur6UCxFT1Xqz7nu6NrcEJmw+NKjSl0LKzqThg0TF7zIK8QeIEExvXTvSfN2dteXJjiShu0m5kMMMJmdqzFTrmNEWbI8U8u1tHufJGK9LKQ151/mncMoJmCnuxRm+i0+vO88G5/l2nckWlycKZdRFRESkTQhoWgs/YaZap7KqRCVRhtBLoF4pRszWGs0uK2kZ9Wq9gfVQ37xcxZQ+6iGLvm6s2LxdbzTIp+yW2rmYdEtKwGxmjBTi/upRzijlc20BY6UYzdnhVNpFOeNvbn7LkgPtD192NueesppLtq/v85kdfwrURUREpE0IiA4matSnq3XKhYjRZEa9h64vIRMftoJPzag3HIUoN6dN5PEyXx/1dWOlZj19reGIUs4peZ6lfI4tfhfZsHtsUCnmm7uOlvJRWy/xoh9rPc9w9UMfFm9Y5CZWaYr5HO84b3Mfz2ZwFKiLiIhIm0KU48wNozz8k1eaY9PVRnP3TYgD014y36F+O/Qmn66ml74UBpRNh7CYtD1QDwtIx8v55l8UGs4t+FpLhYjVlQJ/cv0FzcWLwUgxYmq2BkSU8jnGK/mOn03sMKqMuiToahAREZE53vy69Ty2/zDOb9845TPqofSl1zry8HPP+41+pruUvgyq4wvEmdZq3dFotDq/HJutU4xyVApRM4iv1RcO1Mv+vN91/ils6mgDOFKMOOZ3Ji0Vcm0ZdWhfPKuMuiQt691gZn9sZj8ws8fM7ItmtiZx30fMbMLMnjazKxLju/zYhJndmhjfZmYPmdkzZvY5Myv68ZL/fsLff8ZSjyEiIiKLc9bGMY5M1zhwpJUBLxeiZkY9bWfR+YSfC6UmM/OUvgxKOFa10frQMDVba9aNh0A9uUNrN6UuO3FCyKjXmak1KOWjOTucKqMu3Sz3angAeL1z7jzgh8BHAMzsHGA3cC6wC/gzM4vMLAI+BVwJnANc7x8L8AngdufcduAgcKMfvxE46Jw7C7jdP26pxxAREZFFCO0FD01Vcc4xU2tQzrdKX9IWV84n2S0G4ox6yNYHgy59CZnsZJ365Gyd0WJEPrJmu8haoj1jN912FIV40e0x30e9lM+Rj3L82zedwe++4xfbzgMGtyurnBiWdTU4577qnAtbeD0IbPW3rwHudc7NOOd+DEwAO/3XhHPuWefcLHAvcI3FqzHeDnzB//xe4NrEc+31t78AXOof39MxlvM6RUREVprQ0eXoTGujnlIhYsSXsFTmySCnSdZth+x056ZHWZS+xMdtfWCYnK1TKUbkczlqfnwxNerleeajUggZ9XozoP/o1efym5ecCbRn43vppCOvff18N9wAfMXf3gL8NHHffj/WbXwdcCgR9Ifxtufy9x/2j+/1GCIiIrJIYz5gPDZTay78rBQiRv0mR712Zhkp5vnab72NS7av59cvOg2Y26Ixs9KXejKjXmO0lKeYt7Ya9Xxu/vNabEY9LWOe/NmxHjrpyGvfgu8GM/uamT2R8nVN4jG3ATXgs2Eo5ancEsb7/VxtzOwmM3vEzB45cOBA2kNERERWpNB6MQ7U44C1XIg4f2u8HC20IuzFWRvHuOfGizj75FXA3Dr1aq0xsM2OoJVRT5a+HJutUyn4jLovfak3HAvE6fMG6pWOGvVu5wGQG+Drl+G34Mc259xl891vZnuAdwKXulax2X7g1MTDtgLP+dtp4y8Ba8ws77PmyceH59pvZnlgNfDKEo6R9truAO4A2LFjR2owLyIishKNNUtf6s1+4uVCjrWjRT77mxexfePYkp877L7Z2fmlWk/POB8vYUfQ5O6kU7N11o8VySc2Q6o7RzE3f6nPSaPFrveNFuMNj2aqdUop29jPF+TLyrbcri+7gFuAq51zk4m79gG7fceWbcB24FvAw8B23+GlSLwYdJ8P8L8BXOd/fg/wpcRz7fG3rwP+1j++p2Ms53WKiIisNKHEJVn6Euqw33zWejZ2tCDsRehy0rnpUW3ApS9pi0mPzdYYKeUpRK0a9doiur6sGekeqFeKeSZn60xX66ndYYoDfM1yYlluIdSfAiXgAV+r9qBz7gPOuSfN7PPA94lLYj7knKsDmNnNwP1ABNzlnHvSP9ctwL1m9gfAd4E7/fidwD1mNkGcSd8NsMRjiIiIyCJUfJeWqWo9Eaj3J6AMGfXOGvWZWqOZ5R6E1mLS9oz6SCEinzNqjdCesdE1UP/0ey/k569Oz3ucsJvr4alqavbczPgv734Dk7O1OffJyrasQN23TOx238eBj6eM3wfclzL+LHHHls7xaeA9/TiGiIiILE6rPKXeqlHv02Y8ITPfmVGfrtZZN08JSb+lLSY9NhMvJs1H8WZIzrl5Nzy68g0Lb00fWlMenEwP1AH+jV9gK5Kkv7WIiIjIHLmcUcznmK42mgF1udivQD0OP6Zm5wbqlT4dYzFCRj3ZJnLKn0Po515rOBpu4T7q8xlJdHLRzqPSC/UAEhERkVSVQsR0NV4ECf3LqI9XCkBcCpI0Va337RiL0cqox7Xos7UG1bpjtBgR+TYvtbpbVI36fJKbPZW086j0QIG6iIiIpCoXcu2lL30KMteMxIH6oc5AfbbRt6z9YpQ62jOGDH+lmG/umlptNKgvM1BP/pVAHV6kF7paREREJFW5EDFVTbZn7E8QvaYS16EfOjbbNj5drfe84+lydNaoH/OLOUeKUbPUpVZ3yw7UV5VbedFBvj458SmjLiIiIqlC6Utne8blKuZzjBYjDk62Z9Snq/W+Ze0Xo9lH3WfUJ31GfaQYUfebHdXqcUZ9OTXqG1e1Wlmu9mU/IouhjLqIiIikKhWieDFpn0tfIO47fmiqlVGv1hvUGm6gGefmzqQ+o578QBJ6m1cboUZ96a9943hrk6NxBerSAwXqIiIikqpSyLX3Ue/jQs+1owUOJTLq/S6vWYxiR+lL6P5SyufIR6H0JdSoL/04yU4v42UF6rJ4CtRFREQkVbkQMVOtM12rU8znyC2j/KPT2pEiBydbGfXp2QwC9Y7FpDO+DWUpH5FPdISJS1+WFzKFvxSMV1R1LIunQF1ERERSlfPxYtKZaoNyn7uVrK60Z9RDeU2Wi0mbGfVCrtlHvVpfftcXgI9d+3reed5mfnHz+LKeR1YWfawTERGRVJViXKM+NVvve6Z7vFLgyHSt+X0ofRnkhkchUG9m1KvJ0pdkH/XGsgP16964leveuHVZzyErjzLqIiIikqrsa9Qnq/W2TXv6YaQQMTk7N1DPpOuL3/CovfTFZ9QbDRoNlh2oiyyFAnURERFJVfbtGY9MV1nV50WQI8W4rKbh2yD2uwXkYpgZxSiXqFFvdbcp5Noz6stpzyiyVArURUREJFW8mLTBkela26Y9/TBSyuMcTPssdrP0ZcAbAhXzuZSuL4mMer1BwymjLtlQoC4iIiKpyvmI2XqDQ5OzfW8rGEppwiZDWXR9gbj8pRmo+w8LpUKuWRYTymEiU6Aug6dAXURERFKNluKg+eeHp/ufUS/Gzzc54wP1WlaB+tzSl1I+12zHGLrRRJECdRk8BeoiIiKSas1IEYBjs3VOGi329blDRv2YX1AaOq4U+9wGciHFfK65M2kI1ItRa8OjUDuvGnXJggJ1ERERSbUuEZxv37Sqr88datFDIByC5eJytgBdgrbFpNU6pXyuucgUWrXzOZW+SAYUqIuIiEiqtYlA/ZLt6/v63KV8e2lJCJazyKgnF5OG8wp91EOmXxl1yYI2PBIREZFUZ24Y5Z+dvIp3X7CFTePlvj53yWfUw2LNZH34IBWiHNVEH/VwXiEwD7Xz0YAz/SKgQF1ERES6GC8X+D8ffutxee6wsdGcjPqAA+JCZG07k4YPCmHX0mll1CVD+ngoIiIiA1fuyKjP1hsUIiM34IC4czFpK1D37Rmras8o2elLoG5mv21mzszW++/NzD5pZhNm9piZXZh47B4ze8Z/7UmMv9HMHvc/80mz+B1hZieZ2QP+8Q+Y2dqlHkNERESGQ7lzMWmtMfBsOnS2Z6xTyvvSl2ZG3QfqyqhLBpb9jjCzU4FfAf5fYvhKYLv/ugn4tH/sScDvARcBO4HfC4G3f8xNiZ/b5cdvBb7unNsOfN1/v9RjiIiIyBBIW0w66IWk4TySi0lDSU6h2Z7Rl76oj7pkoB/viNuB/wS4xNg1wN0u9iCwxsw2A1cADzjnXnHOHQQeAHb5+8adc990zjngbuDaxHPt9bf3dowv+hh9eJ0iIiLSJ6kZ9QwC9baMerXRzKg3a9RryqhLdpb1jjCzq4GfOece7bhrC/DTxPf7/dh84/tTxgE2OeeeB/D/3bjEY6Sd/01m9oiZPXLgwIF5XqmIiIj0U9kH5aHby2w9u0C9lVGvU/IZ9WbXF9WoS4YW7PpiZl8DTk656zbgd4DL034sZcwtYXzeU1vucznn7gDuANixY8dCxxMREZE+yUc58jlrBsIztXomNepxH/XQnrG1mNTM/PnFQbwy6pKFBQN159xlaeNm9gZgG/CoX/e5FfiOme0kzmKfmnj4VuA5P/4vO8b/zo9vTXk8wAtmttk597wvbXnRj/d6DBERERki5ULUUaMeDfwcClGumdWPA/Wo7b6wM6lq1CULS/7o6px73Dm30Tl3hnPuDOIA+ULn3M+BfcD7fWeWi4HDvmzlfuByM1vrF3heDtzv7ztiZhf7bi/vB77kD7UPCJ1b9nSML/oYS32dIiIicnyU8rlmDXgymz3ocwilL9PVets55CNrBvE5lb5IBo7Xhkf3AVcBE8Ak8BsAzrlXzOxjwMP+cb/vnHvF3/4g8BmgAnzFfwH8IfB5M7uRuLPMe5ZxDBERERkScUY968WkiQ2Pao1mjTrEmy+FPur5nLaekcHrW6Dus+rhtgM+1OVxdwF3pYw/Arw+Zfxl4NKU8Z6PISIiIsOjVMi1LSYdKw1+w/Risj1jtd5W+pKPrFn6ohp1yYI+HoqIiEgmyvmombHOcsOjWsPRaLg55Tf5XK6Z8VeNumRBgbqIiIhkolzIZb7hUeiXPlWtU2u4tox6Md86P9WoSxYUqIuIiEgmSvlEjXpGfdRDBv3YTC3+vpDMqLfaR+ZV+iIZUKAuIiIimSgXWl1fsix9AXh1Og7Uy21dX1o19Cp9kSwoUBcREZFMlAsRM9VWx5UsMurhmEebGfVE6UsiOC9k8CFCRFediIiIZKJciNoz6hnWqB+ZrgJ09FFvL4MRGTQF6iIiIpKJzsWkpUx2Jo0D8KO+9KV9Z1Jl1CVbuupEREQkE2ExqXMu88WkR5qBeuscksG5AnXJgq46ERERyUSpkGOm2mDWbzhUyrD05dVQ+lJIL3fRYlLJggJ1ERERyUQ5HzFbbzTLX7Lo+jJnMWlb6Usio55TyCSDp6tOREREMlH2HVZCkJztYtL5S1+UUZcsKFAXERGRTJR9mcmrU3HZSZaBenMxaSE9OFegLllQoC4iIiKZCGUmh0OgnkHpS3Mx6Uxoz6jSFxkeuupEREQkE8OUUQ+lL+VCsvQlzqLnDHLqoy4ZUKAuIiIimQg16q9OZ1ejHo55aDL+sDBSzDfvy/ssel6tGSUjuvJEREQkEyF7qwb73wAACnVJREFUnbYr6KCErPmhqVkARopzS18KyqZLRhSoi4iISCbKvh781akMM+pRK6NejHIdmxzFAXohg/MSAQXqIiIikpHQYSUsJs0io15M7ExaSWTToZVRz2shqWREV56IiIhkInRYCWUnoWZ9kJIZ9NGOQH2kFH+fV+mLZESBuoiIiGQiBOaH/ULOLAL1ZLlNZ0Z9VbkAgMMN9JxEgmUH6mb2783saTN70sz+KDH+ETOb8PddkRjf5ccmzOzWxPg2M3vIzJ4xs8+ZWdGPl/z3E/7+M5Z6DBERERkeYTHpoansAvVktnyslG+7b5X/vqE4XTKyrEDdzH4ZuAY4zzl3LvBf/fg5wG7gXGAX8GdmFplZBHwKuBI4B7jePxbgE8DtzrntwEHgRj9+I3DQOXcWcLt/3FKPISIiIkMitEJ8+egMAJUMAnUzay4oHa8U2u5bVY7PzylQl4wsN6P+QeAPnXMzAM65F/34NcC9zrkZ59yPgQlgp/+acM4965ybBe4FrjEzA94OfMH//F7g2sRz7fW3vwBc6h/f0zGW+TpFRESkz8Z9IPzikThQT242NEih/GX1nEC9kPZwkYFZ7jvibOASX5Ly92b2S358C/DTxOP2+7Fu4+uAQ865Wsd423P5+w/7x/d6DBERERki+SjHWCnP5GwdaLVrHLTQhrEzo/4LJ6+iEBnvu/j0LE5LhPxCDzCzrwEnp9x1m//5tcDFwC8BnzezM4G05dGO9A8Gbp7HM899vR5jDjO7CbgJ4LTTTkt7iIiIiBxHqysFjs7UKEY5chl1Vxkp5jk4WZ2TUV9dKfDU7+8iUtcXyciCgbpz7rJu95nZB4G/ds454Ftm1gDWE2exT008dCvwnL+dNv4SsMbM8j5rnnx8eK79ZpYHVgOvLOEYaa/tDuAOgB07dqgCTUREZMBWVwr87NBUZmUvSRvGSnPG8lH25yUr13Kvvv9NXFuOmZ0NFImD7n3Abt+xZRuwHfgW8DCw3Xd4KRIvBt3nA/1vANf5590DfMnf3ue/x9//t/7xPR1jma9TREREjoOQxc6yHnymFpfenLy6nNk5iKRZMKO+gLuAu8zsCWAW2OOD6CfN7PPA94Ea8CHnXB3AzG4G7gci4C7n3JP+uW4B7jWzPwC+C9zpx+8E7jGzCeJM+m4A59xSjiEiIiJDJATqnWUng3R0Jl4id8qaSmbnIJJmWYG676ry613u+zjw8ZTx+4D7UsafJe7Y0jk+DbynH8cQERGR4RIC9PHKcnOHS/fRd53L3zz2HOdtWZ3ZOYikye5dISIiIivempHsM+q7d57G7p1qKiHDRyskREREJDMbVs1dwCkiMQXqIiIikplN4/ECzpNGixmficjwUemLiIiIZOZXztnEv7tkGx942+uyPhWRoaNAXURERDJTLkTc9o5zsj4NkaGk0hcRERERkSGkQF1EREREZAgpUBcRERERGUIK1EVEREREhpACdRERERGRIaRAXURERERkCClQFxEREREZQgrURURERESGkDnnsj6HoWBmB4B/yujw64GXMjr2iUjz1RvNV280X73RfPVOc9YbzVdvNF+9yWq+TnfObVjoQQrUh4CZPeKc25H1eZwoNF+90Xz1RvPVG81X7zRnvdF89Ubz1Zthny+VvoiIiIiIDCEF6iIiIiIiQ0iB+nC4I+sTOMFovnqj+eqN5qs3mq/eac56o/nqjearN0M9X6pRFxEREREZQsqoi4iIiIgMIQXqGTKzXWb2tJlNmNmtWZ/PMDCzU83sG2b2lJk9aWb/0Y9/1Mx+Zmbf819XJX7mI34OnzazK7I7++yY2U/M7HE/N4/4sZPM7AEze8b/d60fNzP7pJ+zx8zswmzPfrDM7BcS19H3zOxVM/uwrrEWM7vLzF40sycSYz1fT2a2xz/+GTPbk8VrGYQu8/XHZvYDPydfNLM1fvwMM5tKXGd/nviZN/r38YSfU8vi9RxvXear5/ffSvk3tMt8fS4xVz8xs+/5cV1f3eOIE/N3mHNOXxl8ARHwI+BMoAg8CpyT9Xll/QVsBi70t1cBPwTOAT4K/HbK48/xc1cCtvk5jbJ+HRnM20+A9R1jfwTc6m/fCnzC374K+ApgwMXAQ1mff4bzFgE/B07XNdb2mt8KXAg8sdTrCTgJeNb/d62/vTbr1zbA+bocyPvbn0jM1xnJx3U8z7eAf+Hn8ivAlVm/tgHOV0/vv5X0b2jafHXc/9+A/6zrq/k6u8URJ+TvMGXUs7MTmHDOPeucmwXuBa7J+Jwy55x73jn3HX/7CPAUsGWeH7kGuNc5N+Oc+zEwQTy3Es/NXn97L3BtYvxuF3sQWGNmm7M4wSFwKfAj59x8m52tuGvMOfcPwCsdw71eT1cADzjnXnHOHQQeAHYd/7MfvLT5cs591TlX898+CGyd7zn8nI07577p4ijhblpz/JrS5frqptv7b8X8GzrffPms+K8BfzXfc6yw66tbHHFC/g5ToJ6dLcBPE9/vZ/6AdMUxszOAC4CH/NDN/s9Sd4U/WaF5DBzwVTP7tpnd5Mc2Oeeeh/gXF7DRj2vOWnbT/g+crrHuer2eNG8tNxBn7IJtZvZdM/t7M7vEj20hnqNgJc5XL+8/XV+xS4AXnHPPJMZ0fXkdccQJ+TtMgXp20mrD1ILHM7Mx4H8BH3bOvQp8Gngd8M+B54n/1Aeax+DNzrkLgSuBD5nZW+d5rOYMMLMicDXwP/2QrrGl6TY/mjfAzG4DasBn/dDzwGnOuQuA3wL+0szG0Xz1+v5b6fMVXE97skHXl5cSR3R9aMrY0FxjCtSzsx84NfH9VuC5jM5lqJhZgfjN9Vnn3F8DOOdecM7VnXMN4C9olR5oHgHn3HP+vy8CXySenxdCSYv/74v+4Zqz2JXAd5xzL4CusUXo9Xpa8fPmF5+9E3ivLzfAl3C87G9/m7jO+mzi+UqWx6yo+VrC+0/Xl1ke+FfA58KYrq9YWhzBCfo7TIF6dh4GtpvZNp/Z2w3sy/icMufr7e4EnnLO/ffEeLKG+t1AWP2+D9htZiUz2wZsJ14ws2KY2aiZrQq3iRexPUE8N2GV+h7gS/72PuD9fqX7xcDh8OfAFaYtE6VrbEG9Xk/3A5eb2VpfxnC5H1sRzGwXcAtwtXNuMjG+wcwif/tM4uvpWT9nR8zsYv978P205vg1bwnvP/0bCpcBP3DONUtadH11jyM4UX+HDXr1qr7aViZfRbwa+UfAbVmfzzB8AW8h/tPSY8D3/NdVwD3A4358H7A58TO3+Tl8mtfoKvYF5uxM4o4HjwJPhmsJWAd8HXjG//ckP27Ap/ycPQ7syPo1ZDBnI8DLwOrEmK6x1uv9K+I/oVeJs0o3LuV6Iq7NnvBfv5H16xrwfE0Q17eG32N/7h/7q/59+ijwHeBdiefZQRyg/gj4U/ymhK+1ry7z1fP7b6X8G5o2X378M8AHOh6r66t7HHFC/g7TzqQiIiIiIkNIpS8iIiIiIkNIgbqIiIiIyBBSoC4iIiIiMoQUqIuIiIiIDCEF6iIiIiIiQ0iBuoiIiIjIEFKgLiIiIiIyhBSoi4iIiIgMof8PYsT0XTkW33sAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 864x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "None\n"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure(figsize: [12, 4])\n",
    "plt.plot(t[2000..<4000])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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type=\"audio/wav\" />\n",
       "                    Your browser does not support the audio element.\n",
       "                </audio>\n",
       "              "
      ],
      "text/plain": [
       "<IPython.lib.display.Audio object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display.Audio(t, rate:sig.rate).display()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "So here we're using numpy, matplotlib, ipython, all from swift! 😎\n",
    "\n",
    "Why limit ourselves to Python? There's a lot out there that's not in Python yet!"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "[next slide](https://docs.google.com/presentation/d/1dc6o2o-uYGnJeCeyvgsgyk05dBMneArxdICW5vF75oU/edit#slide=id.g512a2e238a_144_16)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Vips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "import TensorFlow\n",
    "import SwiftVips\n",
    "import CSwiftVips\n",
    "import vips"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "vipsInit()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "let path = downloadImagenette()\n",
    "let allNames = fetchFiles(path: path/\"train\", recurse: true, extensions: [\"jpeg\", \"jpg\"])\n",
    "let fNames = Array(allNames[0..<256])\n",
    "let ns = fNames.map {$0.string}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "let imgpath = ns[0]\n",
    "let img = vipsLoadImage(imgpath)!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "func vipsToTensor(_ img:Image)->Tensor<UInt8> {\n",
    "    var sz = 0\n",
    "    let mem = vipsGet(img, &sz)\n",
    "    defer {free(mem)}\n",
    "    let shape = TensorShape(vipsShape(img))\n",
    "    return Tensor(shape: shape, scalars: UnsafeBufferPointer(start: mem, count: sz))\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 504x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "show_img(vipsToTensor(img))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## fin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Swift",
   "language": "swift",
   "name": "swift"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
